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Hpai class slides 041519
1.
CIIC#5995&100#/#ICOM#5995&100 Human#Perspective#in#Artificial#Intelligence# (HPAI) Professor'José'Meléndez,'PhD https://zoom.us/j/955599657 “To understand the
basic emotional operating systems of the brain, we have to begin relating incomplete sets of neurological facts to poorly understood psychological phenomena that emerge from many interacting brain activities.” ; Jaak Panksepp (1942.2017)
2.
Announcements • Final&Exam:&May&13,&2019;&7:30AM69:30AM&(S6203) • Zoom&Links&for&April&2019 •
April&17:&https://zoom.us/j/357654736& • April&22:&https://zoom.us/j/449807517&(ONLINE&ONLY) • April&24:&https://zoom.us/j/238801790 • April&29:&https://zoom.us/j/427557182
3.
Required(Reading((Previously(Noted) • How$Emotions$are$Made:$The$Secret$Life$of$the$Brain • Chapter(6:(How(the(Brain(Makes(Emotions •
Chapter(7:(Emotions(as(Social(Reality • Chapter(8:(A(New(View(of(Human(Nature • Chapter(9:(Mastering(Your(Emotions • Chapter(13:(From(Brain(to(Mind:(The(New(Frontier • The(brain(integrates,(“so(much(information(from(multiple( sources(so(efficiently(that(it(can(support(consciousness.”
4.
Next%Up • Emotions(– Traditional(View •
Emotions(in(Decision(Research • Emotions(for(Artificial(Intelligence(Systems
5.
Science&of&Emotion&– Traditional&View • Emotions(characterized(by(attributes: •
Something(that(“happens(to”(you • “Flavors”:(Positive,(Negative,(Neutral( • Eliciting(or(intentional(object((aboutness) • Enable(pursuit(of(goals((serve(function) • Inhibit(pursuit(of(goals • MultiEcomponent(response • Subjective((what(it(feels(like) • Body(aspects((physiological(including(brain) • Outward(display(of(behavior
6.
Science&of&Emotion&– Construction • Emotions(characterized(by(attributes: •
Something(that(“happens(to” you(construct. • Affect “Flavors”:(Positive,(Negative,(Neutral( • Eliciting(or(intentional(object((aboutness) • Enable(pursuit(of(goals((serve(function) • Inhibit(pursuit(of(goals • MultiGcomponent(response • Subjective((what(it(feels(like) • Body(aspects((physiological(including(brain) • Outward(display(of(behavior(is(not(a(signature(or(“finger(print” • Thought/Cognition
7.
Emotion'“Classification”'– Traditional'View • Basic/Discrete •
Anger,/Disgust,/Fear,/Happiness,/Anger/and/Disgust • Plus/more/“complex”/emotion/concept/words • Affective/Circumplex • Two/Dimensional/“State”/(static/C not/time/dependent) • Valence/(pleasant/unpleasant) • Arousal/(agitation/calmness) • Primary/classification/systems/limited/to/discrete/or/ steadyCstate responses. • Akin/to/classifying/your/thoughts • “Classification”/of/emotion/is/square/peg/in/round/hole
8.
Affective(Circumplex How$Emotions$are$Made,$Figure$455
9.
Affective(Circumplex • Flawed'model'of'limited'utility'for'Emotion'Implementation • Transforms'diverse'subjective'concepts'into'subjective'and' arbitrary'dimensions'(recall'Feldman’s'tribal'studies) •
Requires'to'label'emotions'as'good'(pleasant)'or'bad' (unpleasant)' • Does'not'capture'emotional'space'as'continuous' • Creates'false nonBsubjective,'quantitative'sense • ”Low'Arousal”'is'arbitrarily'large'negative'quantity'and'not' approximately'zero!! How'Emotions'are'Made,'Figure'4B5
10.
Emotion'“Elicitation” • Handbook(of(Emotion(Elicitation(and(Assessment • Tools%&%Methods%to%Elicit%emotions •
Film%clips%(audio%&%visual)%– reactivity,%regulation,% understanding • Static%photos%(visual)%– Arousal%and%Valence%“standard”% levels • “Relived%Emotions”%– semiCstructured%of%influence • Autobiographical • Shared%memories%(e.g.%9/11) • Dyadic%Interaction%(“live”)%– how%you%feel
11.
Example:)Elicitation)– Static)Photos https://www.researchgate.net/figure/A3sample3of3standardized3images3classified3as3representing3each3basic3emotion3within3the_fig2_280312285
12.
Example:)Elicitation)– Static)Photos https://www.researchgate.net/figure/A3sample3of3standardized3images3classified3as3representing3each3basic3emotion3within3the_fig2_280312285
13.
Example:)Elicitation)– Static)Photos https://www.researchgate.net/figure/A3sample3of3standardized3images3classified3as3representing3each3basic3emotion3within3the_fig2_280312285
14.
Example:)Elicitation)– Static)Photos https://www.researchgate.net/figure/A3sample3of3standardized3images3classified3as3representing3each3basic3emotion3within3the_fig2_280312285
15.
Example:)Elicitation)– Static)Photos https://www.researchgate.net/figure/A3sample3of3standardized3images3classified3as3representing3each3basic3emotion3within3the_fig2_280312285
16.
Example:)Elicitation)– Static)Photos https://www.researchgate.net/figure/A3sample3of3standardized3images3classified3as3representing3each3basic3emotion3within3the_fig2_280312285
17.
Example:)Elicitation)– Static)Photos https://www.researchgate.net/figure/A3sample3of3standardized3images3classified3as3representing3each3basic3emotion3within3the_fig2_280312285
18.
Example:)Elicitation)– Static)Photos https://www.researchgate.net/figure/A3sample3of3standardized3images3classified3as3representing3each3basic3emotion3within3the_fig2_280312285
19.
Example:)Elicitation)– Static)Photos https://www.researchgate.net/figure/A3sample3of3standardized3images3classified3as3representing3each3basic3emotion3within3the_fig2_280312285
20.
Example:)Elicitation)– Static)Photos https://www.researchgate.net/figure/A3sample3of3standardized3images3classified3as3representing3each3basic3emotion3within3the_fig2_280312285
21.
Example:)DEAP)Data)Set)/ Summary • The$DEAP$dataset$consists$of$two$parts: •
The$ratings$from$an online&self)assessment where$120$ one;minute$extracts$of$music$videos$were$each$rated$by$ 14;16$volunteers$based$on$arousal,$valence$and$ dominance. • The$participant$ratings,$physiological$recordings$and$face$ video$of$an experiment where$32$volunteers$watched$a$ subset$of$40$of$the$above$music$videos.$EEG$and$ physiological$signals$were$recorded$and$each$participant$ also$rated$the$videos$as$above.$For$22$participants$ frontal$face$video$was$also$recorded. https://www.eecs.qmul.ac.uk/mmv/datasets/deap/readme.html
22.
Example:)DEAP)Data)Set)/ Files https://www.eecs.qmul.ac.uk/mmv/datasets/deap/readme.html
23.
DEAP%Data%Set%– Online%Ratings https://www.eecs.qmul.ac.uk/mmv/datasets/deap/readme.html
24.
DEAP%Data%Set%– Elicitation%Videos https://www.eecs.qmul.ac.uk/mmv/datasets/deap/readme.html
25.
DEAP%Data%Set%– Participant%Ratings https://www.eecs.qmul.ac.uk/mmv/datasets/deap/readme.html
26.
DEAP%Data%Set%* Questionnaire https://www.eecs.qmul.ac.uk/mmv/datasets/deap/readme.html
27.
Example:)DEAP)Data)Set)/ Files https://www.eecs.qmul.ac.uk/mmv/datasets/deap/readme.html
28.
Example:)DEAP)Data)Set)– File)Details https://www.researchgate.net/profile/Joseph_Erlichman/publication/230864997/figure/fig34/AS:341917163376655@1458530812418/SurfaceFmapFofFEEGFelectrodeFlocations.png
29.
Example:)DEAP)Data)Set)/ Files https://www.eecs.qmul.ac.uk/mmv/datasets/deap/readme.html
30.
Example:)DEAP)Data)Set)/ Files https://www.eecs.qmul.ac.uk/mmv/datasets/deap/readme.html
31.
Example:)DEAP)Data)Set)– Data/Videos https://www.eecs.qmul.ac.uk/mmv/datasets/deap/readme.html
32.
Next%Up • Emotions(in(Decision(Research • Emotions(for(Artificial(Intelligence(Systems
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